Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114805	ENR	Gloria M Fernandez	1947-02-01	UHC-56741-53	9162939277	4132 Ocean Ave, Dallas, TX, 75207	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-128216	ENR	Jean Thomas	1963-04-14	UHC-35783-90	5838181077	2055 Lincoln Way, Nashville, TN, 37270	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-411860	CLM	Nathan Olson	1993-12-09	UHC-91260-88	6933433510	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
TPA-57583	TPA	Smith Andrew	1962-10-28	UHC-95354-62	9562974725	5777 Harbor Blvd, Gilbert, AZ, 85213	0.78	Member ID reformatted City re-cased State name converted to code Whitespace trimmed+1 more
ENR-116627	ENR	Shirley Coleman	1954-03-14	UHC-09588-07	4288420235	6553 Lake View Rd, Austin, TX, 78755	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-120786	ENR	Albert X Daaniels	1952-03-03	UHC-27627-55	7882228939	8304 Grand Ave, Sacramento, CA, 95860	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-423161	CLM	Brittany Tucker	1999-05-07	UHC-67588-05	7143458723	6765 Central Ave, Los Angeles, CA, 90078	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-423162	CLM	Brittany Tucker	1999-05-07	UHC-67588-05	7143458723	6765 Central Ave, Los Angeles, CA, 90078	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-425337	CLM	Thomas Matthews	2002-08-28	UHC-58466-91	—	8141 Mountain View Dr, Miami, FL, 33161	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-120301	ENR	Bill J Reynolds	1951-06-25	UHC-07356-49	5255036693	6551 Main St, Nashville, TN, 37247	0.78	Name re-cased Member ID reformatted City re-cased State name converted to code+1 more
CLM-423538	CLM	Kyle U Marquez	1961-05-17	UHC-33743-82	6898916313	3116 Main St, Glendale, AZ, 85367	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-423539	CLM	Kyle U Marquez	1961-05-17	UHC-33743-82	6898916313	3116 Main St, Glendale, AZ, 85367	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-408349	CLM	Stephen Reyes	1960-07-03	UHC-57936-49	—	6423 Harbor Blvd, Mesa, AZ, 85269	0.78	Name re-cased Phone missing area code Member ID reformatted Whitespace trimmed+1 more
ENR-138056	ENR	Bryan S Hart	1939-02-13	UHC-40307-97	6103510985	1403 Park Pl, Minneapolis, MN, 55440	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
CLM-419559	CLM	Harper F Wayne	1964-10-28	UHC-30787-33	—	—	0.78	Member ID reformatted Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-430614	CLM	Kimberly Vega	1961-03-18	UHC-98431-63	—	9577 Spring St, Nashville, TN, 37217	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-125940	ENR	Ralph Fisher	1980-10-06	UHC-03677-05	4747560716	4339 Elm St, Charlotte, NC, 28268	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-121776	ENR	Diana Wallace	2004-07-14	UHC-56666-20	5528184543	9592 Broadway, Tampa, FL, 33603	0.78	Name re-cased Member ID reformatted Address re-cased Gender normalised+1 more
ENR-102360	ENR	Joyce W Carlson	1956-07-15	UHC-05360-87	—	2610 Baseline Rd, Glendale, AZ, 85327	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-123799	ENR	Julie Hughes	1993-02-08	UHC-38426-57	5419353243	5616 Central Ave, Orlando, FL, 32819	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-111118	ENR	Arjun Vega	2004-09-06	UHC-17615-36	4303140799	1481 Sage Ct, Jacksonville, FL, 32203	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-107769	ENR	Bryan L Rose	2000-06-21	UHC-43770-82	9227729481	4892 Baseline Rd # 432, Nashville, TN, 37235	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+1 more
CLM-429237	CLM	Kathleen E Rivera	1948-11-08	UHC-52835-24	—	1509 Willow Ct, Miami, FL, 33179	0.78	Name re-cased Phone missing area code Member ID reformatted City re-cased+1 more
CLM-427785	CLM	Shirley Vasquez	1997-08-15	UHC-77814-68	7012862573	9094 Apache Blvd, Atlanta, GA, 30320	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-100151	ENR	Katherine Murphy	1991-10-23	UHC-39940-57	—	5762 Lake View Rd, Austin, TX, 78787	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-406367	CLM	Nicle Santiiago	1969-07-13	UHC-39042-85	—	9805 Broadway, Minneapolis, MN, 55440	0.78	Member ID reformatted Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-117273	ENR	Diana A Dixon	1963-04-18	UHC-05278-78	5818824163	5701 Union St, Nashville, TN, 37214	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-26742	PRV	Russell F Lee	1966-02-19	UHC-71483-82	5723182318	336 Forest Ave, Denver, CO, 80279	0.78	Phone reformatted Member ID reformatted Email lower-cased Gender normalised+1 more
CLM-401664	CLM	Beverly McDonald	1983-10-12	UHC-63479-17	—	1805 Canyon Rd, Fresno, CA, 93785	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-113007	ENR	Santiago Garza	1994-07-26	UHC-94718-70	3157505502	4439 Highland Ave, Atlanta, GA, 30315	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-132746	ENR	Tim Roberts	1985-02-27	UHC-40080-36	3723274370	3405 Cedar Ln, Chandler, AZ, 85292	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-417086	CLM	Alice Graham	2002-10-08	UHC-35055-31	4902038393	1877 Forest Ave, Seattle, WA, 98129	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-135021	ENR	Teresa X Woods	1993-02-08	UHC-94218-51	7694075803	6410 Forest Ave, Eden Prairie, MN, 55330	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-119354	ENR	Tyler Jones	—	UHC-31793-33	4602508316	4500 Indian School Rd, Phoenix, AZ, 85069	0.78	Date of birth unreadable Phone reformatted Member ID reformatted Email lower-cased+1 more
CLM-430749	CLM	Dennis Gray	1960-02-19	UHC-06968-28	—	1283 Sunset Blvd, Miami, FL, 33163	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-135948	ENR	Teresa D Smith	1993-12-23	UHC-05130-84	6997210657	6508 Central Ave, Minneapolis, MN, 55455	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-422670	CLM	Noah Z Sanchez	1989-10-24	UHC-62379-68	6324798982	—	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-125557	ENR	Edward Ward	1954-05-07	UHC-30556-03	2575013625	3932 Canyon Rd, Sacramento, CA, 95831	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-413280	CLM	Gabriel Garcia	1949-10-24	UHC-95145-59	3817068853	6830 Jefferson Ave, Glendale, AZ, 85388	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-108206	ENR	Ashley C Kim	1975-12-28	UHC-96974-37	8426090029	4485 Forest Ave, Tempe, AZ, 85263	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-25220	PRV	Austin K Matthews	1990-10-24	UHC-02623-23	9675973970	7181 River Rd, San Diego, CA, 92180	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-125909	ENR	Bryan F Reid	1949-11-01	UHC-43766-21	7617692106	2210 Grand Ave # 667, Plano, TX, 75069	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+1 more
PRV-21426	PRV	Bobby Rodriguez	1953-05-08	UHC-68797-41	3869332186	2710 Lincoln Way, Fresno, CA, 93791	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-23405	PRV	Roy T Ellis	1948-12-11	UHC-77583-75	4656640157	4326 Camelback Rd, Houston, TX, 77063	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-416492	CLM	Willie Walker	1978-11-27	UHC-08462-20	7534623285	6371 Meadow Ln, Seattle, WA, 98110	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-111714	ENR	Mei M Johnston	1983-01-05	UHC-51575-19	5093151717	209 Hillcrest Rd, Fresno, CA, 93781	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-138935	ENR	Julie Z Patel	1978-02-18	UHC-60673-74	7727632573	5216 Central Ave, San Antonio, TX	0.78	Phone reformatted Member ID reformatted State code upper-cased ZIP missing+1 more
CLM-429591	CLM	Marcus Russell	1975-05-21	UHC-96252-01	—	1187 Church St, Gilbert, AZ, 85212	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51440	TPA	Gerald Robertson	1997-03-28	UHC-86460-12	—	7199 Camelback Rd, San Diego, CA, 92127	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-123110	ENR	Matthew R Flores	1953-09-12	UHC-14137-64	4655802094	3607 Harbor Blvd, Miami, FL, 33114	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more

7,723 rows, page 97 of 155Previous Next